# ClaimBench leaderboard

external benchmark

> Every figure below is reproduced as its upstream source published it: nothing is modelled, estimated, interpolated or converted. `Unavailable` means no source published the value — it is never a zero. Each value carries its evidence state and the date it was observed.

Page: https://modelscale.dev/leaderboards/benchmarks/external-vals-claim-bench

ClaimBench v1 (Vals AI). Every model the catalog carries a published ClaimBench value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Three-label classification accuracy |
| Tasks | 1,960 claims |
| Difficulty | Claim verification against SEC 10-K excerpts |
| Published by | [ClaimBench leaderboard and methodology](https://www.vals.ai/benchmarks/claimbench) |

Vals AI finance benchmark that asks whether a 10-K excerpt supports a claim, contradicts it, or says nothing about it. It compares small decision models with frontier language models.

## ClaimBench ranking

No model in the catalog has a published ClaimBench score. The benchmark is defined by ClaimBench leaderboard and methodology, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.

Rows are ordered by the value the source published, highest first. The source does not state whether a higher value is the better result, so this document does not either: for a benchmark that measures a rate of failure, read the table from the bottom.